{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "# 使用np.random.standard_normal() 随机生成200只股票 504个交易日符合正态分布的涨跌幅数据\n",
    "# 504=252*2 两年美股交易日总数 \n",
    "# 正态分布 即为高斯分布\n",
    "\n",
    "stock_cnt = 200\n",
    "view_days = 504\n",
    "# 生成符合正态分布均值期望为0， 标准差为1\n",
    "stock_day_change = np.random.standard_normal((stock_cnt, view_days))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean :  -0.04346942778340692\n",
      "std :  0.9798760329304429\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a25a83cf8>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制第一支股票的直方图\n",
    "# scipy.stats 统计分析包\n",
    "import scipy.stats as scs\n",
    "import matplotlib.pyplot as plt\n",
    "# 均值期望\n",
    "stock_mean = stock_day_change[0].mean()\n",
    "print('mean : ', stock_mean)\n",
    "# 标准差\n",
    "stock_std = stock_day_change[0].std()\n",
    "print('std : ', stock_std)\n",
    "\n",
    "\n",
    "# 绘制直方图\n",
    "plt.hist(stock_day_change[0], bins=50, density=True)\n",
    "# linspace 从股票饿最小值-最大值生成数据\n",
    "fit_linspace = np.linspace(stock_day_change[0].min(), stock_day_change[1].max())\n",
    "# 概率密度函数（PDF， probability density function)\n",
    "# 由均值，方差来描述曲线，使用scipy.stats.norm.pdf 生成拟合曲线\n",
    "pdf = scs.norm(stock_mean, stock_std).pdf(fit_linspace)\n",
    "plt.plot(fit_linspace, pdf, lw=2, c='c')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 统计套利中均值回复策略的理论依据为价格将围绕价值上下波动。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-53.88020078 -53.56114226 -45.4453073 ]\n",
      "[164 176 124]\n"
     ]
    }
   ],
   "source": [
    "# 保留后50天的随机数据做验证， 统计前454天跌幅最大的3只股票，假设在第454天买入这三只股票\n",
    "# np.sort() 对序列进行排序\n",
    "# np.argsort() 将展示排序的原序列号\n",
    "\n",
    "keep_days = 50 \n",
    "stock_day_change_454 = stock_day_change[:stock_cnt, :(view_days-keep_days)]\n",
    "# 打印前454天中跌幅最大的3只股票 总跌幅由np.sum计算， argsort获取序列\n",
    "sort_num = np.sort(np.sum(stock_day_change_454, axis=1))[:3]\n",
    "stock_sort_num = np.argsort(np.sum(stock_day_change_454, axis=1))[:3]\n",
    "print(sort_num)\n",
    "print(stock_sort_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 封装函数 图标展示走势\n",
    "def show_buy_lower(stock_id):\n",
    "    '''\n",
    "    stock_id  股票代号 买入日期确认的 454\n",
    "    '''\n",
    "    '''设置一个一行两列的图标'''\n",
    "    _, axs = plt.subplots(nrows=1, ncols=2, figsize=(16,5)) \n",
    "    '''绘制前454天的走势'''\n",
    "    '''cumsum len加值'''\n",
    "    axs[0].plot(np.arange(0, view_days-keep_days), stock_day_change_454[stock_id].cumsum())\n",
    "    cs_buy = stock_day_change[stock_id][view_days-keep_days:view_days].cumsum()\n",
    "    \n",
    "    axs[1].plot(np.arange(view_days-keep_days, view_days),cs_buy)\n",
    "    '''返回盈亏的最后一个值'''\n",
    "    return cs_buy[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-5.529481200341951\n"
     ]
    },
    {
     "data": {
      "image/png": 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JfbzdYhty5RQAXr9nKQ7+7MoR73VjXjIqmrvxUUGt+9hwq639JUXq8eLXFiLKoMGhshbsLW7EN//q7BLcv1vv1y9NxycPrnInyuYwLfecEhFRQFg3O95Z2nu0xt+hEBGRD4wuMwpgSZHn95LGhjuT0/Wz4/HzzQUorG1HSpQevXYHwoZZOdWplaNa/Vw7KxZzkyOgVgj89qZ5OFzRgoRRlPS6CCGwPMuEtw9V4O1DFe7jRv3QibM5TIvyfqvAREREU1Vsv9Le+9dk+zscIiLyMianUc6V00i92p1grsuNxy/eLcCWghrctDAZAIYt6x0trUqJzfctd79OiR68ydJwHvvKbCRFhkClEFiaGY2Dpc0DGiJdyBSqxaGy5nHFS0RENNmsnx2HR/9xAmfqOpAVE+rvcIiIyItY1tu3chpnPF/eaw7TIiVKj5PV7e7ut+HDJIATyaBV4SdXT8cDV03DskwTvnvF8E+OY8O1aOzshcVqn6AIiYiIfMdV2svGSEREgcej5FQIcaMQokAI4RBC5F3w3sNCiDNCiNNCiLWehek78UYdlApxUcfc7JgwFNaeT06HK+udzLJiQiElBsxHJSIimqpiw3XIS41kckpEFIA8XTk9DuArAHb0PyiEmAlgI4BZAK4G8CchxMibMv1ApVRgXnIE5iZFDDg+LS4U5xo60djXTGi4hkiTWU5sGACgqJbJKRFRsBNCPC6EOCWEOCqEeFsIETHypyaf9bPjcaqm3d1tn4iIAoNHyamU8qSU8vQgb20AsElK2SOlPAfgDIBFntzLl968d9lFjRVyYsNgc0h8q68j7lRdOU2LNkClEO7ZqEREFNS2AsiVUs4BUAjgYT/HMy7rcuMBsLSXiCjQ+GrPaSKA8n6vK/qOTRnzkp0Pkx3S+Tp8iq6calQKpJsMKOTKKRFR0JNSbpFS2vpe7gGQ5M94xivOyNJeIqJANGJyKoTYJoQ4PsifDcN9bJBjcojr3y2EyBdC5NfX1482bp9LjTbg859c7n49VVdOASDTHIpzDUxOiYhogK8D+MDfQYyXq7SXPRWIiALHiMmplHKNlDJ3kD+bh/lYBYDkfq+TAFQNcf2npZR5Uso8s9k8tuh9rP8MVINm6iancUYdatt6/B0GERFNgNE8VBZC/BSADcDLQ1xjUj447m/d7DgAwPtHuXpKRBQofFXW+y6AjUIIrRAiHUA2gH0+updPXTvHua9FoRhsMXhqiDfq0NFjQ7vF6u9QiIjIx0Z6qCyEuAvAtQBuk1IOWtU0mR8cu8QbQ7AgNRLvsbSXiChgeDpK5stCiAoASwG8J4T4CACklAUAXgNwAsCHAO6TUk7JQZt/2HgJCv9jnb/D8Ehc35icmlaLnyMhIiJ/EkJcDeAnAK6TUnb5Ox5PuUp7i1naS0QUEDzt1vu2lDJJSqmVUsZKKdf2e+9XUspMKeU0KeWU3dOiUAhoVL5aYJ4Y8cYQAEA1k1MiomD3RwBhALYKIQ4LIZ7yd0CeWO8q7eXqKRFRQJi6Gylp1OJdK6dtTE6JiIKZlDLL3zF4U7wxBPNTIvDGgQpcOTMO0+LC/B0SERF5YGovCdKoxIRrAbCsl4iIAs+3L8tETZsFa5/YgTue24sdhfUYYistERFNckxOg4BWpUS0QcOyXiIiCjhrZ8Vh90Or8aO103Cqph13Pr8Pa5/Ygdf2l8NinZLtLrD5cCU+L2rwdxhERBOOZb1BIs6oQ01rt7/DICIi8rpIgwb3XZ6Fb65Ixz+PVOOZncX48ZtH8d8fncIdS9IwN9kIvUaFELUSIRoFdGql+7VOrYAQk6cjf3evHQ+9eQwx4Vp8+uCqSRUbEZGvMTkNEvFGHSpbuHJKRESBS6tS4voFSfjK/ETsOtuIZ3YW43fbCof9jEIAYTo1wkNUCNepYQxRI7zvtTFEjRCNCjq1AjqVEiEapftnnVqJ+AgdpseFe/XvsP10HbqtdpQ2dmHfuSYszoj26vWJiCYzJqdBIs6ow4HSZn+HQURE5HNCCCzPMmF5lgkVzV2obetBd68d3VbnH0u/nzt7bGi32NDabUVbtxVtFiuKGzrQ1u081j1MabBCAB8/sArpJoPXYn/vWDWiDBr02hx4/UAFk1MiCipMToNEvDEEzV1WWKx26NRKf4dDREQ0IZIi9UiK1I/781JK9NgcsFjtsFgdzuTWakdzZy/ueH4fNu0vw8PrZngl1u5eOz45WYcvz0+EwyHx7pEqPHrdLIRq+esaEQUHNkQKEnHhfeNk2BSJiIho1IQQ0KmViNBrEGfUId1kwIz4cCzLMmHNjBi8kV+BXpvDK/f6tK+k95rZ8bgxLxldvXa8f5QzXIkoeDA5DRKuWafs2EtEROQdGxeloLGzF9tO1nrleq6S3sXpUZifEoEMswGvHyj3yrWJiKYCJqdBIrYvOa1tY3JKRETkDSuzzUiMCMEr+8o8vpbFascnp+qwdlYcVEpnB+EbFyRjf0kzzjV0eiFaIqLJj8lpkEiMCEGoVoV/Hq3ydyhEREQBQakQuHlhMnYWNaCsscuja316uh5dvc6SXpevzE+EQgBvcPWUiIIEk9MgoVMrcd/lWdh2sg4HSpv8HQ4REVFAuDEvCQoBvJrv2erp+30lvUsyotzHYsN1uCzHjDcPVMLukJ6GSkQ06TE5DSJ3LUuFQaPEq/vL8bN3juN3W4ef/UZERETDizeG4IrpMXgtvwJW+/gaI1msdnx8shZrZ8VCpRz4q9lNecmoabNgZ1G9N8IlIprUmJwGEb1GhWvmxOO1/Aq8tKcUf/ikCAVVrf4Oi4iIaEq7ZVEK6tt78PHJunF9/rPCenT22rG+X0mvy+oZsYjUq/H6gQpPwyQimvSYnAaZ76zKglopoFEqoFcr8bc9njdxICIiCmaX5ZgRF64bd2Ok949VI0KvxpKM6Ive06gU2DAvEVsLatHS1etpqEREkxqT0yCTZjJg/0/X4OMHLsOyLBN2FtVDSu5jISIiGi+VUoGbFiZjR1E9KprH1hjJWdJbh7Uz46BWDv5r2Y15Sei1O/DuETY1JKLAxuQ0CEXoNUiO0mNltgkVzd0o9bDDIBERUbC7eWEyAOC1/WPrrLujsB4dPTasn3NxSa/LrAQjZiWE47V8du0losDG5DSILe4rHzpY1uznSIiIiKa2xIgQXJZjxqv55bCNoTGSq6R3WebFJb393bggCccr23Cyus3TUImIJi0mp0EsNVoPIcCVUyIiIi+4ZVEKatt68Onp0XXWtVjt2HayDlfNjB2ypNdlw7xEaJQKvJ7PxkhEFLiYnAYxrUqJBGMIypqYnBIREXnqiukxiAnTjrox0udFDc6S3kG69F4o0qDBmpkxeOdwJXpt4xtZQ0Q02TE5DXIpUXqUNHb6OwwiIqIpT61U4Ma8JGw/XYfq1u4Rz3//WDWMIWoszzKN6vo35iWjqbMXn5yq9TRUIqJJiclpkEsz6VHGsl4iIiKv2LgwBQ4JvLZ/+PLbHpsdW0/Ujqqk12Vlthmx4VqW9hJRwGJyGuRSogxo7OxFR4/N36EQERFNeclReqzINuHV/WWwO4Ye1fZ5UQPaR+jSeyGlQuAr85PwaWE96tt7vBEuEdGkwuQ0yGWaDQCA0zXs/kdEROQNtyxKQVWrBW8drECPzT7oOe8dq0a4ToXlmaMr6XVZnxsPu0Nid3GjN0IlIppUVP4OgPxrXnIEAOBweSsWpEb5ORoiIqKpb82MWCRGhOBHbxzFw28dQ6Y5FDPiwzAjPhwz4sORHRvaV9IbB41qbOsEM+LDoNcocaCkCdfNTfDR34CIyD+YnAa5mHAdEow67D7bgFsWJUOv4f8kiIiIPKFRKfDud5djT3ETTlS34mR1O/aea8I7h6sGnHfNnLgxX1ulVGBecgTySzmjnIgCDzMRQm6iEVtO1OI7Lx/EC19b5O9wiIiIprzoUC2umROPa/rtKW3u7MXJmjacrG5Hu8WKldnmcV07LzUSf9x+Bh09NoRq+ascEQUO/otG+NrydGw5UYvPCushpYQQwt8hERERBZxIgwbLMk1YNsZ9phdakBYFhwQOl7Xg0mzPrkVENJmwIRJhaWY0fnbtTEgJNHb2+jscIiIiGsYlKREQAsgvbfJ3KEREXsXklAAAWTGhAIAzdR1+joSIiIiGE65TY1psGA5w3ykRBRgmpwTgfHL64fGaYeeyERERkf/lpUXiUFkLv7OJKKAwOSUAQIJRB7VS4IVdJXjvWLW/wyEiIqJh5KVGoaPHhlOcU05EAYTJKQEAhBB4sa9Tb1VLt5+jISIiouEsSI0EAJb2ElFAYXJKbkszo6FWCrR2W/0dChER+ZAQ4kEhhBRCsNXrFJUUGYLYcC3yS5icElHgYHJKbkIIGEPUaOlickpEFKiEEMkArgRQ5u9YaPyEEMhLjeLKKREFFCanNIAxRI02rpwSEQWy3wH4MQB20pniFqRGorKlGzWtFn+HQkTkFUxOaQBjiBot3Zx1SkQUiIQQ1wGolFIe8Xcs5Lm8NOe+U847JaJA4VFyKoR4XAhxSghxVAjxthAiot97DwshzgghTgsh1noeKk2ECL2Ge06JiKYwIcQ2IcTxQf5sAPBTAD8fxTXuFkLkCyHy6+vrfR80jcuM+HCEqJXcd0pEAcPTldOtAHKllHMAFAJ4GACEEDMBbAQwC8DVAP4khFB6eC+aAIPtObXZHX6KhoiIxkpKuUZKmXvhHwDFANIBHBFClABIAnBQCBE3yDWellLmSSnzzGbzxP4FaNTUSgXmJhsnbN/pkfIW9Nr4OwER+Y5HyamUcouU0tb3cg+cX3QAsAHAJillj5TyHIAzABZ5ci+aGMYQ9YCV04KqVmT99AN8XtTgx6iIiMhTUspjUsoYKWWalDINQAWA+VLKGj+HRh7IS43Cieo2dPbYRj7ZA3uLG7HhyS/wjRf3+/xeRBS8vLnn9OsAPuj7ORFAeb/3KvqO0SRnDFGj3WKD3eHsk3GwrAUA8Pd9pWy4QERENMksSIuE3SFxpLzFp/f5sKAGKoXAF2cacNuze9Hcyf4UROR9IyanI+xdcZ3zUwA2AC+7Dg1yqUG7AnJfy+QSoVcDABo7e9Bjs0NK539t7x+rwbX/+zlLfImIAkTfCirLYqa4+SmREALI92Fpr5QS207WYmWOGX++fQFOVLfhpr/s5kNrIvK6EZPTofauSCk3A4AQ4i4A1wK4TboyGedKaXK/yyQBqBri+tzXMokYQ5zJ6erffIbcX3yEurYe93sNHT047OMns0RERDR6xhA1cmLCfJqcnq5tR3lTN66cGYu1s+LwwtcWoqqlGzc8tQvnGjp9dl8iCj6eduu9GsBPAFwnpezq99a7ADYKIbRCiHQA2QD2eXIvmhhRBg0AoN1ig9UuUds28KnoJ6fq/BEWERERDWFBWiQOlTa7t+R429aCWgDA6hkxAIBlmSa8cvcSdPXaceNTu1BQ1eqT+xJR8PF0z+kfAYQB2CqEOCyEeAoApJQFAF4DcALAhwDuk1LaPbwXTYBZCcYBryuau90/J0eF4Jmdxfj0NBNUIiKiySIvNRLtPTYU1rb75PpbT9ZiXnIEYsJ07mNzkiLw2reXQq1UYOPTe7DvHGetEpHnPO3WmyWlTJZSzuv7c0+/934lpcyUUk6TUn4w3HVo8jCHaQe8LqhqxdKMaDx1+wL887srkBylx2MfnML5Cm4iIiLyp7zUKAC+2Xda02rB0YpWXDkz9qL3smJC8ca9y2AO0+KO5/ZiO6uriMhD3uzWSwGozWJDZowBV+fGwahX49srM3Cqph27zzb6OzQiIiKCs7LJHKbFgRLvr15uO+ks6b1qkOQUABIjQvD6t5ciOzYU33n5IM7Wd3g9BiIKHkxO6SL/fcOcAa9j+5XxbJiXiGiDBs99fm6iwyIiIqJBCCGQlxqJA2XeXzndeqIWadF6ZMWEDnlOdKgWz965EFq1At9/5RB6bNzJRUTjw+SULnJTXjL2PLza/To38fw+VJ1aiduWpOLjU3Wobu0e7ONEREQ0wRakRqK8qRt1bd4b79LRY8Pus41YMyMWQgw2JfC8OKMOv75+Dgqq2vCbLYVeiyEYlTR04rPCehwpb0FpYydaunp91uyKaJ9nU5cAACAASURBVLJR+TsAmpyiQzXun+enRA54b0lGFP7wMXCuvhPxxpCJDo2IiIgukJd2ft/p+tnxXrnmjsJ69Nodg+43HczaWXG4bXEKnt5RjBXZJqzI5ojAsZJS4s7n96GsqWvAcSGAcJ0aEXo14o06/Pm2BYg0aIa4CtHUxeSUBqVWnl9UN+rVA95LjHAmpNtO1kGnUV6UvBIREdHEmhkfDq1KgfwS7yWnW0/UIlKvxoLU0X/PP3LNTOw914QfvnYEH96/AtGh2pE/RG4Vzd0oa+rCt1dmYFF6FFq7rWjpsqKl24rWrl7Ud/Tg/WM1eO9YNW5fkurvcIm8jskpDemupalIjLx4ZTTO6NyD+vwX5/BpYR0+eWDVBEdGRERE/WlUCsxNjsCBUu80RbLaHfjkVB3WzIiFSjn6XWAhGiX+sPESfOnJL/DjN47i2bvyRiwJpvN2FzsbTl6/IAk5sWEXvS+lxBW/+QwfFdQwOaWAxD2nNKR/25CLu1dmXnRcq1LC1Ff2W9LQCYt14hsf3PbsHtzz0oEJvy8REdFklZcaiYKqNnT3ev69vL+kCa3d1lGX9PY3MyEcD62bjo9P1eGlPaUexxJM9pxtRLRBg+whGlAJIbB2Vhx2n21ES1fvBEdH5HtMTmlcXGNOHRIoru+c0Hs3d/biizON+LCgBkW17dh3rgmPvlvA2atERBTU8tIiYXNIHC5v8fha207UQaNSYEW2aVyf/9ryNKyaZsZ/vHcSp2vaPY4nGEgpsae4EUsyooddbV6XGwebQ2LbSc6VpcDD5JTGpc1idf9cVDexXzqumWsAcOXvduCmv+zGC7tK0NptHeZTREREgc3VA8LT0l4pJbaerMGlWSYYtOPbASaEwOM3zEW4ToXvv3LIL1VW3mS1O1BY247NhyvxXx+cxJ3P78Mdz+1FZYv3JheUN3WjqtWCJRlRw543J8mIBKMOHx6v9tq9iSYL7jmlcUmMCEFJYxeUCoHC2olNTvNLBp/jVtHcjQg9O9cREVFwitA7y0H3D/E9OVqna9tR3tSN76zK8ug65jAt/ufGufjq/+3Hf71/Eo9eNwvdVjuau6xo7uxFS5cVzV29aO7qRbRBi6tz46BUTJ79qdtO1OLDghqcrG5DUW0Heu0OAIBaKZAVE4aKpi7c+swevHr3Unc/Dk/sLm4AACzJiB72PCEE1ubG4eW9ZejosSF0nA8QiCYj/q+ZxuWlbyzGkYoW/G5rIQprOyb03lWt3ZidaMSxytYBxytbugfMZCUiIgo2SzKi8dbBCljtjgGd98dia4GzQmn1jBiP41k1LQZfX56O5784h1f2l6PX5hjy3OyYUDxw1TSsnTXyXFVfq2rpxt0v5cMYokZuohFfXZ6GGfFhmBEfjkxzKNRKBQ6VNeOO5/bhlmf24NW7lyAm3LMEdU9xE0yhGmQNsd+0v3W58fi/L0qw/VQd/mVugkf3JZpMmJzSuCRH6ZEcpcd7R6txsrptQu9d2dKN6XFheO6uPHxaWI8fv3EUgHPllIiIKJgtzYzGS3tKcbSidUwjYPrberIW85IjEBPm+WogAPxk3TQYQ9To6rUhQq9BpF7t/r9RBg0i9BrklzTh8S2ncc/fDmBucgR+cvU0LMsc335Xb3gtvxwOCbz73UuRHKUf9JxLUiLx4tcX4s6+BHXT3UthDhvf6BzXftPFI+w3dVmQGglTqAYfHq9hckoBhXtOySPZsWEobeqasL0kUkpUtXQjwRiCmHAdbpifhDfvXYoQtRKVUyQ5LWvswubDlf4Og4iIApCrJHRP30iSsappteBoReu4uvQORatS4v412Xh4/QzcuyoTGxel4OrcOCzOiEZ2bBjMYVqsmx2PLf9vJf77+jmoa7Pg1mf24o7n9uJYRevIN/Ayu0Pi9fwKXJplGjIxdVmQGoXnv7oQVS0W3PbsHjR29IzrnqWNXahutYxY0uuiVAhcNSsO20/XTfn9vET9MTklj+TEhkJK4EzdxJT2tnRZYbE6kBDhnL+qUAgsSI1CUmQIKlu6JiQGT636n+24f9Nh2B3sLkxERN4VZdBgelwYdp1tGNfnXU0Hr/JicjpaKqUCNy1MxvYHV+GRa2bgeGUr/uWPn+O+lw+ioGriktSdRfWobOnGxkXJozp/cUY0nrsrD6WNXbjt2b1o7hz7iBfXw4Slo0xOAeDqWXHo6rVjR2H9mO9HNFkxOSWPuAZET1THXldXvISIgaVGCREhXu2Y5ysOh4QrJ2V3YSIi8oVlmSbklzSjxzb2FbWtJ2qRFq0f1b5HX9Gplfjmigzs+PHl+P7qbGw/XYdr/vA5rv/zLmw+XDnsvlVveHV/OSL16jGtHi/LMuHZu/JQ3NCJ25/bi9ausX3H7yluhClUi0yzYdSfWZoZDWOIGh8W1IzpXkSTGZNT8khatAEqhZiwpkhV7uQ0ZMDxKIMGzZ2TN9nr6LHhsQ9O4eV9Ze5jzRyeTUREPrAsMxo9NgcOlY1t3mlHjw27zzbiypn+b0gEAGE6NX54ZQ52P7waP7t2Jho7enD/psNY9tgn+O2W06hptXj9nvXtPdh6ohbXz0+CVqUc02dXZJvxlzsWoKi2A3c+v3fA2L3hSCmxu7gRSzKixvSfu1qpwJoZsdh2otbnCTvRRGFySh7RqBTIMBtQNEHjZFxNjxIvSE6NIepRfwlMtPySJqz93Q489dlZ/Oyd4+7j4yn7ISIiGsmijCgoBLDr7Nj2ne4orEev3YE1Mya+pHc4xhA1vnFpOj55YBVe+NpCzE0y4n+3n8HyX3+C77x8AEfKx5aED+etgxWwOeSoS3ovdPm0GPzptvk4Ud2GRzcXjOozJY1dqG3rwdLM0Zf0ulydG4c2iw27x7nHmGiyYXJKHsuODZuwldPSxk6EaVWIMgycZxoeoka7xTYp93H+6dOz6BnkiWZlSzefdBIRkdeF69SYnWjEnjEmp1sKahCpV4+7y6+vKRQCq6bF4LmvLsSOH12Ob16ajl1nG3Hz07u98sBXSolX95cjLzUSWTFh477OmpmxuGNJGt49UoXq1pG3HLn2m462GVJ/K7JNMGiU+PA4S3spMDA5JY/lxIShvLkL3b2+7xZX0tiFVJP+orIXY4gaANA+yVZPpZQ4VNaMK6absTxr4JfO/ZsO41t/zfdTZEREFMiWZEbjUHnzqL+bu3vt2HqiFmtnxUE1zvmoEyk5So+H18/ApruXwGJ14M2DFR5fc9+5JhQ3dGLjohSPr/W15WlwSIkXdpWMeO7us40wh2mRYRr9flMXnVqJy6fHYOuJmkn5gJ5orCb/vz406bk69p6o9n0nvbKmLqRGXfyPd7jOObJ3sjUZOtfQieYuK+anRLrnxSUYzzdz+owd9oiIyAeWZZpgtUvklzaN6vytJ2vR2WvHhnmJPo7Mu6bHhWNBaiT+vq8MUnqWnG3aX44wrQrrZ8d5HFdylB7rcuPx971l6OyxDXmea77pklHONx3M1blxaOjoRX7J6P67JprMmJySx5ZlOktKXtxV6tP72OwOlDd1ITX64pljrpXTtu6hvwD8Ib+kGYBzUHdM32Du9DF04iMiIhqPhWmRUCnEqPedbj5UiXijDovTo3wcmffduigFxfWd2FM8/uSstcuK949VY8MlCdBrVF6J65sr0tFuseG1/PIhzznX0Im69p4xjZC50OXTYqBRKfABS3spADA5JY8Z9WrcviQV/zxahfr28Q2fHsnZ+g7sL2mGzSGRFn1xcudKTifbyum7R6qQHBWC7JhQmPuSU9cKKhERka/oNSrMS44YVXLa1NmLzwrrcd3cBCgU/u/SO1bXzImHMUSNl/eO/yH5O4cr0WNzYONCz0t6XS5JicSC1Eg8/8W5IUtud7v3m47/oYBBq8LKbDM+KqjxePWYyN+YnJJX/MvcBDgkcPPTu/GPI1VevXZlSzdW/+Yz3PLMHgDAwkGe6hr1zuT09uf24rX9Qz+hnEjvHa3GF2cb8JVLkqBQCMSEO5NS1wqqi9XOpkhEROR9yzKjcayiZcRu9u8dq4bNIadcSa+LTq3E9fOT8FFBDRo6xv6QXEqJV/aVITcxHLmJRq/G9q0V6Shv6saWIWaR7iluQkyYFunj2G/a37rcOFS3WnCkwvdbrIh8ickpecWshHAAQHF9J773yiGvXvs3H50GAGiUCvzbdbMG/Qc8XKd2//zjN4/iQGmzV2MYq9YuK76/6RByYsJw2xLnU1hXUmq+IDn11WozEREFtyWZ0XBIYP+54ctdNx+qRE5sKGbEj79Drb/dujgZVrvE6/ljb4x0tKIVp2racbMXV01drpwZh5QoPZ79/NxF77n2my7NHP9+U5c1M2KhUgh8cLzao+sQ+RuTU/IKIQTuuSwTABCm9c5eDcC5z3TbyVrcsCAJhb9ah7uWpQ16nqus1+WRd47D4ceudSWNnbA7JB64KsddxptuMkCjVCAnNgx/vm0+1uU6Gy7Utnl/iDgREdH8lEhoVArsHqa0t7ypC/mlzdgwL9HjBMmfsmLCsCg9Cq/sKxvz9/+m/eUIUSuxYV6C1+NSKgS+vjwNB0qbcbBs4IPzs/WdqG/vGdcImQsZ9WoszYzGR8dZ2ktTG5NT8pqH1k3Hv66fjvYeG1q7vLP382BZC9osNqyeHjPseXqN0v3zr76ci5PVbThbPzGzVwdT0tgJAEjrt8obG67D/kfWYEW2Cetmx+O7V2QBAGrbuHJKRETep1MrkZcaOey+03f7tuL4IjGbaLctTkFZUxe+ONsw6s909tjw7uFKXDMnfkAVljfdmJeMcJ0Kz+4sHnDck/mmg1mXG4+Sxi6cqmn3yvWI/IHJKXlVhikUAFDc4J3E8K+7S6BTK3BptmnY8/o/7V2Y5tyTetSP+y5KG7sAAClRAzsLG0PU7ljj+vagVrWMPKCbiIhoPJZmRONEdRuaO3svek9KiXcOVWJhWiSSIi/uhD/VXJ0bhyiDBi/vKRv1Z947Wo3OXjs2Lkz2WVwGrQq3Lk7Fh8drUN7U5T6+p7gRseFapA0yhWA8rpwZCyGAD9m1l6YwJqfkVa4xKcX1nR5f62R1G/55tBp3r8xE2CieZn77sgw8fsMcZJpDEaJW4lil/5LTksZOxBt10KmVQ54TZdAgQq/GGT+u8BIRUWBbluVcldt77uLV0xPVbSiq65iyjZAupFUpccOCJGw9WYu6UW6ZeWV/GbJiQrEgNdKnsX11WRoUQuD5L5x7T537TZuw1IP5phcyh2mxJD0abx+q9OvWJiJPMDklr0qJ0kOrUuBoRYvH1zpZ3QZg9KVGD6+bgRvzkqFUCMxKCMdxPyanZY1dF62aXkgIgeyYUBTVsvyGiCaOEOJ7QojTQogCIcR/+zse8q05SRHQa5SDlvZuPlwFlULgmtnxfojMN25ZlAK7Qw47W9TldE07DpW1YOPCZJ/vt40z6vAvcxPw2v5ytHZbcba+Aw0d3tlv2t9tS5ylzZ8V1nv1ukQThckpeZVaqcCqaWZ8WFDj8VO76lbnU88EY8iYPzstLsyvK5IljV2DzmO9UHZsGAprO9i8gIgmhBDicgAbAMyRUs4C8D9+Dol8TK1UYGFa1EVNkewOic2HK7FqmhmRBo2fovO+dJMBy7Oi8cq+8iFniwJAdWs37t90CFqVAl+ZnzQhsX3j0nR09tqxaV8Zdhc7Oyh7OzldOysOMWFavLi7xKvXJZooTE7J69bPjkdtWw/2DFJCNBZVLd2I1KsRohm6NHYo8UYdWrqssFjtHsUwHh09NjR09CDVNPIekpyYULR2W1E/jrlsRETjcC+Ax6SUPQAgpazzczw0AZZlRqOorgN17edLXfcWN6K2rSdgSnr7u3VRKipburFjiNXDUzVt+PKTu1DR3I3n7lqIqAlKznMTjViaEY0XdpXg86J6xBt1SPXSflMXtVKBWxen4NPT9Shp8HyLlTe4VrJHmrdLBDA5JR+4cmYsYsK0+OGrR7D91Ph/76lq6Ub8OFZNASCmr9mQP2aIlro69Y5y5RQAimq575SIJkQOgBVCiL1CiM+EEAv9HRD53tJM5+rcnuLz807fOVwJg0aJNTNi/RWWz1w5MxamUC1e3lt60Xu7zjTgxj/vhoTEa99eOmLDRW/71sp0VLda8FFBLZZ4cb9pf7cuSoFKIfDSnov//v7wen45fvzGUfx97+gbVVHwYnJKXqfXqPDTa2agps2Cb7y4f0BnurGobrUgIUI3rs/G9iWnQ80Q7bHZBzxB9qayvk69o3kamh3r7G5c2LfvtKvXhgdeO4Lq1oEdfPNLmvDIO8dY/ktEIxJCbBNCHB/kzwYAKgCRAJYA+BGA18Qgvx0LIe4WQuQLIfLr67l3baqblWBEmE6F3X0jVixWOz44VoO1uXHjqk6a7DQqBW7KS8Inp+oGdMTffLgSd/3fPsRH6PD2d5ZjZkL4hMe2KicGmX3NI5dkRPnkHjHhOqybHY/X8svR1WvzyT1Gq81ixeMfnQYA7CzivyU0Mian5BMb5iVi+4OrIITAMxfM9RpMY0cP7nnpAIr77ROtaulGQsT4Vk5dY1pqBklOa1otmPXzj3Dpr7cPKPu1WO1oGqTV/liVuJPTkVdOzaFaROjVKOxbOd1b3IQ3D1bggdeODDjvhqd24297ytDspfmxRBS4pJRrpJS5g/zZDKACwFvSaR8AB4CLlo6klE9LKfOklHlms3mi/wrkZUqFwOL0aHdTpO2n6tDeY8OXArCk1+WWRSmQAF7dXw4pJf786Vncv+kwFqRG4vV7lo379wtPKRQC967KgkapwPIs363a3rU0Fe0WGzYfrvLZPUbjfz8uQlNXL1Zkm7D/XLPfk2Wa/Jicks+kmwxYlxuHD47XjLji9/PNBfiwoAbP7HS2WO/ssaHNYht3WW9suBYAUNt2cVnvmwcrYHNI9NocqOz3RPWHrx3G/F9uhdXuGHB+d68dl/z7FnxUMLq5YaWNnTCFahCqVY147oUde137MXYXD75ft7KZM1GJyCPvALgCAIQQOQA0ABr8GhFNiGWZ0Sht7EJlSzfeOVwJU6gGyzK924xnMkmO0mNlthmb9pfh55sL8OsPT+G6uQl48euLYAwZeTydL92wIAn7f7rGp7NlF6RGYkZ8OF7cVeK3qquz9R34vy9KcNOCZNy9MgO9dgf29istJxoMk1PyqRXZJtS39+Bf3z6OH7x6GK2DrPxZ7Q58cLwaAPDp6To4HBLn+jbxj7dRgDFEDa1KgZrW7ov+Ud5yotb9c/9k7/1jzuRzzwWJ4bmGTjR3WfHrD06N6t4ljZ2jWjV1yY4NQ1Gds2OvqwxZSrgbGTT2a5ZU0Ty+Emkioj7PA8gQQhwHsAnAXZL7BYKCa97pR8drsP1UPa6dkwCVMrB/Dbx1cQpq23rw0p5S3HNZJp64eR60qslRxmzU+zZBFkLgrqWpOFXTjv0lzT6911B+9d5J6NRKPLh2GhamRUGrUmAHS3tpBIH9rxL5natk5ZV9ZXj7UCVe2FVy0Tl17T1wSGBRehSqWy343qZD+MGrhwEAOX17MsdKCAG1UoFndp7D3/o1BKhv78GR8hbcsigFAAasnCb2lfi4klSXmjbnOVr1wC+0XpsDu85cvOBQ1tg1pqR6XlIEWrut+Or/7ccr+87PZTtQ6vwyOVh2fmZs/3iJiMZKStkrpby9r8x3vpTyE3/HRBMjJyYMUQYNnthWiF67A1+6JHBLel1WT4/BNXPi8asv5+KhddOhUPh2lulks2FeIsJ1Kr+Mldl+ug6fnKrD91dnwRymhU6txOKM6CE7KBO5MDkln0qK1OOmvCT8dP0MrJ4egxd3l1w0/7Smr/nP7UtSAQDvHa1GUZ1zD+ZYViAvdO+qTADAofLzyd2uvmYQN+YlQakQ7pVTh0O6x7kUVLUOuE5F3zkh6oH/7/LukSrc+uxed3dewLlvtarVgtSo0ce94ZIE6NQKfFZYj3MNnUiL1iNMp8KBsmacqmnDh8droFUpoFYKdyxERERjoVAILM2IRpvFhrRoPeYmGf0dks+plAo8eet83LY41d+h+EWIRombFybjo+M1qGn1TRPIwVjtDvzynyeQbjLgq8vS3cdXZptwtr6TD9ppWB4lp0KIXwohjgohDgshtgghEvqOCyHEH4QQZ/ren++dcGkq+u8b5uJbKzOwapoZTZ29aLhgpmdNq/N1dkwozGHaAe+pPSg5uu/yLMxPiUB1iwV/21OKDU9+gY8KahCuU2FuUgTiwnX44/Yz2HWmAfUdPei1OfeaXpgADpUQusput52sw8nqNhyvbMVznzv3zKaNYsapi1alxKa7lyKm7+8eZdBgfkok9p9rwtVP7MSbByuQlxaJdJOB/6ATEdG4LenbY7phXqJPRpjQ5HP7klTYpcTf93k+xmW0s+P/ursUxfWdeOSaGdCozv8etzLH2VxtJ1dPaRierpw+LqWcI6WcB+CfAH7ed3wdgOy+P3cD+LOH96EA4GpuVHXB0zvX2JR4ow4vfG0hfnhljtfumRipx9n6DjzyznEcKW/B+8dqsCQjGkqFcM9AvfXZvSiudyaai9Kj0NTZi86e893kXPs8Gy/o5OtKFH/5zxNY9/uduPZ/P3e3Sx/riu+85Ag8et0sAEBLlxULUiPdq8eAcwxAUqR+wCotERHRWFw9Kw5Xzox1b22hwJcabcDl02Lw971l7ofw47H9VB1yf/ER7vv7wSHH9AHOPhlPbCvEyhwzrpgeM+C97JhQxIXrsLOIPdhoaB4lp1LKtn4vDQBc9ZobAPy1r1X9HgARQoh4T+5FU19838zS6gtW/2rbLNCpFTCGqDErwYjvr87Gf355Nt68d5nH90yI0KGuLwnduDAZty1OwQ+vcia/rrJfAPjTp2cAAEsynE+V+69QulZOG9oHrvgO15woNWrsjZzm9JVYOaTEgtRI9/HbFqfg3ssyMSfJiKK6DrR2c5wMERGNnTlMi2fuzEOccXwzxGlqumNpKho6evDhKKcOXKissQv3bzqE2HAdtp6oxerffIYXvjgHu+PiXmq/2VqIrl47fn7tjItW54UQWJFtwudnGgb9LBHghT2nQohfCSHKAdyG8yuniQDK+51W0XeMgljCkCunFsSF6wb8I3br4pQBCdp4JfWbY/ZfX5mNX315NqbHOYdu/+DKHBT/53pkmA3YWdSAeKMOK7KdDZxciafdId2rqp299gHzuS4s902MCMEnD1yGf7tuFiINmjHHmhgRgu+vzsaTt83H3OQIKIRzkPijfddbnB4NKYEDpWzDTkRERKNzWbYZqdF6/HWQppQjsVjtuOdvBwAAr3xrCbb8v5W4JCUCj/7jBL705Bc4WnG+r0dBVSte2VeGO5akIismbNDrrcwxo7XbOuBzRP2NmJwKIbYJIY4P8mcDAEgpfyqlTAbwMoDvuj42yKUGfUQihLhbCJEvhMivr2cNeiCL0KuhUysuWjmtabX47CluXF9CnGE2DLq/RqEQ+Malzs36dyxNdXfZfftQFWx2Bwpr29HRY8PSvhXVhnZnaW+vzYGaC8paVk0zI8MciruWpY0rViEEfnhlDmYlGBGqVWFmQjhmxIe7991ekhIBtVJwRhgRERGNmkIhcMeSVOSXNuN4ZevIH+gjpcQj7xzHieo2PLFxHlKi9UgzGfDXry/CH2+9BLVtFmx48gv8YvNxtFms+Pd/nEBEiBo/WDP09qzlWSYIAewoZGkvDU410glSyjWjvNbfAbwH4BdwrpQm93svCUDVENd/GsDTAJCXl8c1/gAmhECCMQTVF6yc1rRZsDAtyif3TOtLNu9cMnSnvhsXJMMhgevnJyJErYRaKfCPI1Wob7dgT18ieOXMWOwubkR9hwUp0XpUt3aj/2TAN+5Zihnx4V6N/YmbLxnwWqdWIic2DCdr2r16HyIiIgpsNy5Ixm+2FOKl3aX49Q1zRvWZV/aV440DFfj+6mxcMT3WfVwIgWvnJGBljhm/3VKIF3eX4K1DlWi32PDLL+UOO8M1yqDB7EQjdhbV4/412SPGIKXE+8dqsDwrGhH6sVel0dTjabfe/v+rug7Aqb6f3wVwZ1/X3iUAWqWU1Z7ciwJDfIRuwH5Oh0Oits2C2HDfrJxmx4Zh98NXDLuaqVEpcMeSVOg1KgghsPm+SwHAnZgC5+e1ukp5d59tBADE9cW9IDUSBu2Iz3rGJCsmFFkxA+e8ppkM7i7BRERERKNh1KvxpUsS8c7hShTVjvyQ+0h5Cx59twArc8y4f/XgSWS4To1Hr5uFzfctR4Y5FJekROCWhcmDntvfymwzDpW3oM0ycg+NT0/X476/H8RfdhSPeC4FBk/3nD7WV+J7FMBVAO7vO/4+gGIAZwA8A+A7Ht6HAkS6yYCzdR1ot1jxi83HUVjXDqtdIt6HzRnijSFjapk/MyHcnXQCwL+un+4u9y1pcO5F3XqiFokRIfj0R6uw719XT1hL/vRoAyqau8bccc/ukHhpd8mwHfaIiIgocH3j0nRoVApc/fud+Onbx9xTCy7U1NmL77x8EOYwLX5/8zwoFcP/jjMnKQKb71uOt+5dBtUoRgCuyDbB7pDYdaZx2PMcDumegrD1RO2I16XA4Gm33uullLl942T+RUpZ2XdcSinvk1JmSilnSynzvRMuTXW5CUa099jw8t4yvLi7FF/50y4A8NnK6XglRTr3ql4/Pwl3r8yETq1EglGH0sZO9Noc+PxMA66cGQudWomYCYw9zWSAQwLlw3QKHsye4kb8bHMBFv/nx+joNyaHiIiIgkNWTCg+fXAVbl+cglf3l2PV49vxh4+LBjR7tDsk7t90CPUdPfjz7fPH1OBxtA/q56dGwqBRYkfR8L1m3jtWjRPVbViUHoUzdR04W98x7PkUGDzu1ks0FrmJznEpHx53tjPv6nUOdPblyul4JPeNgknpNxImNdqAc42dOFPX4/FakQAAIABJREFUgR6bA5ekREx4XOkm1wru8KW91a3dA9q0n+k3M3XXGTYhICIiCkbRoVr824ZcbPnBSqzINuO3Wwux6vFPsWlfGewOiSe2FWJnUQP+/bpZmJPkm99z1EoFlmaasKOwHlIO3m7Ganfgt1sLMS02DL+9aS4AYEsBV0+DAZNTmlDZsaFQKQQOlw9sIT7ZklPXymly1PlRNGkmA0obu3Cy2jned6aXGyCNRlq0AQBwbpjk9NX9ZVj6X59g8+FK97Gz9R3QqhTQa5Qcfk1ERBTkMsyheOqOBXjjnqVIigzBQ28dw5rffob//eQMbspLwsZFKT69/2U5JlQ0d6OkcfBKsDcOVOBcQyceXDsNSZF6zEkyYsuJ8c1ppamFySlNKK1K6V49nZd8/olcdKjWXyENKjnSuUKZ3G/lNMNkQFNnLz45VQeNSoF0k2HC44oyaBCmU6GkcfDk9HhlKx566xgADCh/OVPXgenx4ViaEY2X9pTiP98/OSHxEhER0eSVlxaFN+9dhj/fNh9SSsxLjsC/b8j1+X1XZJsBADsKLy7ttVjt+P22IlySEoE1M2IAAFfNjMWhshbUsXdGwGNyShPuypnOduQ6tQLXzU1AlEEz4mb7iXbVrFh874qsAQn02llxAJx7IKbHhY1q07+3CSGQYTK4GzNd6HdbCxFtcCb67Zbze0jO1ncgyxyK763OhlalwCt7y2C1j62pEhEREQUeIQTWzY7H9gdX4a17l0GnVvr8nmkmA1Ki9Ng5yL7Tv+0pRU2bBT9aO829j/Wqvt/Btp5kaW+gY3JKE27tLGdyagrV4vcb5+HAI6MdpTtxIvQaPHDVNKj7JaAp0XqsyHaOlLl5FK3SfSXNZBiyrPdcQycWp0chw2xAY2cvAKC7147ath5kmA2YlxyB32+8BO09NhwobZ7IsImIiGgSE0JAMYGLBSuyTdh9tnHABIJ2ixVPbj+DFdkmLMs0uY9nx4QiLVrPfadBgMkpTbismDA8c2cefrkhF0KICRvD4g1P/P/27js+7uLO//hrVr33alXLvTeMMWADAZuSQBoJuUAgkADp4VIu+YXkEkjuOC655NJISOAgkFACBAgJxjTTbePeiyzbkmyrWb23+f2xXzV71ctK2vfz8dBD2vnO97ujeWh39fnOzGc+uYj1d6zi0+dmeq0NWXFhnKxqoLGlrUd5e7ulsLKBtJgQ4sICOV3rThFf5EyB6dge5/xpcQT4GZ7bcZK7X9jHJT/bQEmNpsmIiIjI2Fk1I4G65ja25XfdLP/jW0epqG/hW2tn9qhrjGHN3GTePVJGzQD2R5WJS8GpeMVlc5IGlZ58vIgLD2JGUoRX25AdH4a1UFDec2pvWW0Tza3tTnAaxOla98hpUZUTnDpJpyKCA/jkOek8tjmfB94+Sl5pHT94du/Y/hIiIiLi087LicPPZTrXnZbXNfPHt/K4Yl6yx0zBa+Yk0dJm2XCw7y1oZGJTcCoywWTEuZM05XcLTpta2/jL5nwA0mJCiQsPpNyZ1tsxKtp9L9lvrpnJmjlJ3PuxBdx8fjavHSyhWnciRUREZIxEBgewJCO6cxeB376eS0NLG99YM8Nj/cUZMcSHB/LSXmXtncwUnIpMMKlR7u1tTlV1TcV9bFM+v3jlMEDntN7y+mba2m3nyGlSZFdG5OjQQO7/zDI+cU46F0yPo7m1nQU/XM8z2wrZd7K6xzY0Y6GirrnXvc5ERERkcrpwegJ7Tlax50QVf9p4nI8tSWNaoucZan4uw6Wzk9hwsJSm1jaPdWTiU3AqMsEkRATh5zKdQSfAqW6p1d0jp0FYCxX1zRRVNxIW6EdEcIDH652TFdv584t7ivj35/fwtcd38ODbR0fvl+imoLyexXe/zJ/eOz4mzyciIiLjw6oZCVgLtz2yFSx87dLpfdZfMzeJ2qZW3jtyeoxaKGNNwanIBOPnMiRFBHGyqgFrLc/tOMGWY+5kAjeel0lIoB+xznren60/xP5T1SRFBfd6vYjgAL5yyTQAahtbqah3T+/9w1t5ozKa2djS1uO6HYkQXlF6eBEREZ8yf0oU0aEBnKhs4F/OzSAtJrTP+itz4gkN9GP9Pv3PMFkpOBWZgFKiQyiqauR/Xj7E1x7fwdbjFayekcCPnI2z56ZGkhARxGOb89mYV06Qf997ln1jzUyuXZrGoeIa8svriQ8P5FRVI7sKq0a03W3tllnfX8f3nt0DQHVjCxvzygEIGYN91URERGT88HMZVk1PIDTQjy87N8r7Ehzgx0UzE3h5XzHt7VoONBkpOBWZgJKjgtlyrIL7NhzpLMuI7brbODUhnPe/dynr71jF6hkJXLs0rd9rTksM53RdM82t7Xz+wqm4DCOeEa+i3p2k6S+b8rHWcvsjW3nMSeR0sqoBgPs2HOGBt49qDaqIiIgP+PcPzeG5L51PfHhQ/5WBtXOTKa1pYkdh5Si3TLxBwanIBJQUEUxzWzvGwGfPzwKgpa39rHozkiJ4+Obl3HxBdr/XnJYY3vnzkswYkiKDyS+vJ/90Pev2jExmvNKaps6fXztQwrvd1owcP11Pe7vlv9Yd4O4X9vHU1sIRec7xoLaplQvvfY13c8u83RQREZFxJS48iOmD2KbvopmJ+LsM6/dqau9kpOBUZAJKjXavIf3mmpl85ZLpLMmIHlAA2pfzp8UzJdqdCXhaQjip0SGcrGxg1X+/zu2PbqWxZfiZ8boHp7c8vAWA/71uEXdeNZuaxlb2naruPP7uJEp2cKysjoLyBrYer+i/soiIiPQqKiSA83LiWL9PW8pMRgpORSagT5+byVO3n8dtq3OIDQvkmS+ez4xB3HX0JDjAjw3fuoh3v3MJMWGBpEaH8F5eV4B4pLR2uM3uDE4fveXczrIlGTGdo7a/eT0XgOjQAHZNouk6HZmVT3bLsCwiIiJDs2ZOEnmldeSW1Hi7KTLCFJyKTEAhgX4s67YFzEgJ8HOR6oyedozOdjhUPPwPgNJad3C6OCOaL16Uw+yUSNJiQlg1PYHl2bG86Ewf/tiSNPLK6qhtah32c/bljUOllNSMfsDYsdVPkbOuVkRERIbu0jlJALykqb2TjoJTEfEoNcodpEYE+RPgZzhQNALBaU0ToYF+hAX58+3LZ/Hi1y7EGIPLZfjZtQsJC/QjISKIC6bFYy3sO1nd/0WH6Omthdz44GbuefHAsK7z0t4i9p7sO6txR1B6SiOnIiIiw5YSFcLCtChtKTMJKTgVEY+SIt0jpxlxoeQkhLPteMWQM+ieqmrg168dJq+0loQIz9n40mND+d0NS/nBB+eQGefOPFxYUT+0xnfT1m4pr2s+q/wPb+UB7vWgvfnmX3fyPy8f6vW4tZbbHtnKVb98u882dASlCk5FRERGxpq5yewsqOxcOiOTg4JTEfGoIznSlfNT+NiSNN4/VsFjmwuGdK1ntp3gp+sP8frBUhL6SBV/4fQEPrQwlRRn1HYkgrlv/XUnS+5+mebWntmMT1S4RzMPF9d63CutobmNp7YW8stXD3Oy0vN03I5pyv3p+OCsamihvrmVgvJ6Tg/wXBERETnbGmdq78v7NXraIbekhrwRyBHiTQpORcSj+WlRvPCVC/jC6hw+d2E2mXGhvHV4aPueVjW0EOBnyEkIY1F6dL/1QwL9iA4N4NQw12haa3lm+wkACrqNwlY3tlDT1MrU+DBqmloprOj5PIUV9XzrqZ2dj5/uZVubvNLeR127K6pqxN9l3O0ob+DCe19n6Y9f4U/vHRuRLMgiIiK+ZlpiONnxYazfq6y9HT738Bau/vU77DnR93Kj8UzBqYj0at6UKFwugzGG7Pgw8suHNs22sr6ZuLAgXv3GRdz5wTkDOiclKmTYU3V2FHRl/D3aLZA8Vem+bkdChT1nrBn99Wu5vLDrFACRwf69rrftnsG4tynPza3tFFY0sHZuMoH+Ln78j32dx37w3F5e0R1fERGRQTPG8IFZiWzMO01Tq270Hi2r49jpehpa2rjxwc0TdgRVwamIDEhmbCj5p+uHtO60or6F6NCAQZ2TEhXMycrhBaf7T3UFlX/fdZJt+RV85+ld7DvlDkYvnplIoL+L7fk99x+tamgBYP6UKJZnx/bIVGyt5fmdJ6lvbuVISVfA21tm4dySWprb2lk7L5kvXzyNtw6XeXwuT6rqWzxOORYZKmPMImPMRmPMDmPMFmPMcm+3SURkqJZmxtDSZkc1geJE8cbBEgAeuHEZADc8sHlCrsdVcCoiA5IR554CW1HvDqbu23CEv+88OaBzq+pbiAoZfHBaVD28N9WCinoC/NzTaZ/bcZKP/vZdHn+/gCfed6+dzYoPZf6UKLbl99xT9djpelbPSOCZL65kRlIER8vqaG5t59ntJ/jh83v56mPb+cUrhzlQ1PVhWFLjeQ1pRybfuamRnJcT11n+vStnA117v56puLqRhXet549v5w3xtxfx6F7gR9baRcAPnMciIhPSogz3UqHuM6V81RuHSsmOD+OimYk89NnlVDW0cMMDm6isPzsp5Him4FREBiQz1p1B9/jpOqy1/Ne6A3zlse2dx9v6GOGrbGge0shpeV0zVfW9jyz25aF3jvKPXac6923tbuvxCvxchsSIYJZkRLP7RBV/fCuPB94+irWWY2V15CSEE+DnYkZSBK3tlhl3vsjXn9jBw+8dB9wJlbYer2BWcgTgDiY92XuymtBAP7LjwpidEtlZfvWiVGJCAyjrJTHS+8fKAXjzUJnH4yJDZIGOP8QoYGB3mERExqGUqBCSIoPY6ePBaWNLG+/lnWb1jATAnTfk/s8s5fjpej770PvUN4/uvvEjScGpiAxIhrO9y2sHSrj7hf2d5a1t7fxs/UFm3vki3/vbbpbe/TKbj5b3OLeyvoWY0MBBPd/50+Lxdxlu/L/BT0upbWrlh3/fR355PWkxIfzo6rnctDKLY/dcRXRoAC1tltToYPxchpU58TS3tvPjf+zn7hf2UVzdRENLG9nx7t93aWYMoYF+LEiLYkZSeOdzvLS3iKbWdq5ZNAXoOQJa19TKN/+6k6KqRrYcL2duaiQulyE8yL+zTmJEEPHhQZTVeL6j+b7ThylRwYP63UX68XXgv40xBcBPge96uT0iIsOyMC3a50dONx8tp7GlndUzEzrLVubE88tPLWZnQSW3P7rtrF0LxisFpyIyINnxYUSFBPCr13J58J2jneWHimt54v0CWtstf96Uz+m6ZrYe71rDaa2lsqGFqEGOnC7OiOE3n17CwaIavv/cnkGdu7uwK8FRalQIN67M4odXzwUgwxkBnj8lCoDVMxKY021E8+lthc7v6w5E02ND2XfX5Tz/5QtY97VVfGBWIgF+htZ2izFwzaJU/F2Gbd1+52e2FfLU1kK+/fQu9pyoZu3c5M5jK6bGEhHkjzGGhIigXrej2eQEp5V9rEkV8cQY84oxZo+Hr2uALwB3WGvTgTuAB3q5xq3OmtQtpaVDy9ItIjIWFmVEc+x0/YSbvjqS3jhUSqC/ixXZcT3KL5+XzH9+dD5vHirlm3/dOSHyWCg4FZEBCfBzccW85LPK733pACU1TT1G+Aq7bdvS2NJOc2s70SGDGzkFWDs3mUvnJPVY2zkQuwq77qCemXAoItg9erkgzb1OxeUy3PvxBZyTFQPAf790kFUzEjh3auxZ13W5DA/cdA63rcoB3PuypkaHcM2iKTyxpaBz65u8MneipDcPlWIMXL0wtfMaf/7cCrb94DIA98iph+DUWsvx0+4+7G3ar0hvrLWXWmvnefh6DrgReMap+lfAY0Ika+391tpl1tplCQkJnqqIiIwLi9K07nTDwRLOzY4lJNDvrGOfPCeD71wxi+d3nuRHf987pMSWY0nBqYgM2CfOSe8xNXXVjAQ2HCxldkokn7twamd5Qbd9Qysb3HcyB7vmtEN2XCgnKhoGNR1lZ2ElIQF+hAX6cdP5WT2OVdS5g9V5qVGdZfOmRPGjq+d1Pr77mrkE+PX+9rhmbhLRoQHceZU7qdGXLs7Bzxiu/d17vHukrMco6vTEcBIjuwJ3P5fpvHZCRBDHT9dz57O7qajruuNb09RKg7P/6ela370TLKPiJLDa+fkS4LAX2yIiMmzz06IwxneD04Lyeo6U1nHRzMRe69y+OodbV03l4feO87qT1Xe88u+/ioiI25KMGPb8aC2/eT2XwooG/uMj8yiqbiQpIpjNx7rWmRZ22w+10kloFD3IbL0dsuLDaLeQX17PtMTwfus3trTx5qEyPrgghf++duFZxz+/Kps7ntjJ/LSoHuXZ8WGdP2fGhZ15Wg8L0qLZ8YM1nY+nJoTz6OfO5SuPbeerj23v/J0BZiVHeroEAMEB7iD10Y35lNY08fsblvHIxuN8/1n3NObECM8jqyLD8Hngf40x/kAjcKuX2yMiMiwRwQFMTwz32aRIbx52L73oSIbUm2+tncmz20/wyHvHuWRW0lg0bUg0cioig/ali6fxnx+djzGGlKgQXC7TI7grrGzoXNdQ4awBGeya0w5ZznWPn67rp6bbq/tLqG1q5cOLp3g8/pHFaRy756qztrYJCfTjklmJ/Nvls4bUzsUZMXxqeQZltc20dlvTMSslotdzLpuTzHlT47h4ZgJbjlVgrWVrtyB/Tmok9c1t3Pns7j6zIYsMlLX2bWvtUmvtQmvtudbard5uk4jIcHUkRRrvU1YH4i+b8nllX/GA6284WMqU6BByEvq+sR7g5+K65RlsOFRKQbdBhPFGwamIjIjEiCBSo4JJiwmhubWdbz21C+jKYpsYMbSss1nOKOZRZx1nbVNrn9vLPLvjBIkRQayYGtdrnd48eNM5fOGinCG1E7qSLQFEONOfu5edaVF6NI/duoLVMxI4XddMcXUTx7t9YMxNdY+6Proxn5edD6qhbq0jIiIyWS3KiKaivoWC8ob+K49zP11/kO88s4tGZ3lPX5pb23k3t4zVMxMwxvRb/1PL03EZw5835Y9EU0eFglMRGRHGGF75xmr+eOMywJ31tqqhpXP/z6TIoCFdNyY0gLiwQPafqsFay8d++y4L71rv8e5oZX0zGw6W8KGFqfi5+n+THmndA9HvOetRz8k6O7HSmeY6mYP3narqTIQEXRmDAR5+9xh5pbUsvGs9D3XLliwiIuLrFjpJkbYXVPRTc3wrr2umvK6Zstpm/rqloN/6W49XUNfcxkX9TOntkBIVwqWzE3lySwFNrf0Hv96g4FRERkxooD+zkiP5/Q1LAThWVkdxdROhgX49EikNhjGGxRkxPL2tkOzv/pODxTUA7Oy2XUyHl/cV09JmuWZR6lnHxkJHcBrk7+ITy9I5ds9VJEX2P2I8OyUSY2BjXjnl3RIjfXBBCt+9YhYfW5LG/qJq9p1yZy3+4d/3TZj9ykREREbbrOQIggNc7Cw4+3+DieRIaS0AYYF+/P7NPFrb+v6s33CoBH+XYeW0+AE/x/UrMimva+bF3UXDautoUXAqIiNuqrNO9H9fPczL+4pJigwe0HST3izNjDmr7KmtZ99RfO/IaeLCAjv3MB1r0aEBRAT5kxEbimsQI7fhQf5MSwjn2e0nepQHB/hx2+oc0mNDqKxv4UhJ17rbwW6vIyIiMln5+7mYPyWKHRN85PRIiTs4/ebamRRWNPD3XSf7rP/GwVKWZcUMagDg/Jx4suPDeHTj8WG1dbQoOBWREZfujCC+dqCE/PJ6EiOGNqW3w8L0nsFmeJA/6/YUUVzdyHM73AGdtZb38k6zYmrcsALh4TDGMCc1snOt6GAsy4qhxFmf+70rZ3Pfp5d0HosLd/ff1vyuD93DxbXDbK2IiMjksTAtmj0nqyf0zKIjpbUE+bv4zHlZzEgK574NRzoTTJ6puLqRA0U1fW4h44nLZfj0uRlsOV7B/lPj70a3glMRGXHBAT03gU4YZnC6IjuOH109t/PxHZfNoKy2mdse2crXHt9BQXk9BeUNnKpqZMXU/td4jqY/3riM//zogkGftyTDPTrsMvC5C7O5Yn5K57GE8EAAth4rZ1lmDIF+Lg6V1IxMg0VERCaBRRnRNLe2c7Bo4n4+HimtY2pCOH4uwxcuyuFQcS2vHvC8L+kbBwe2hYwnH1+aRpC/a1yOno5IcGqM+aYxxhpj4p3HxhjzS2NMrjFmlzFmSX/XEJHJJaLbFJOO7WSGyuUy3Lgyi7uvmcuMpHA+tTydIH9X54bbOwoqOeSsRZ3rpSm9HSKCAwgJ9Ou/4hnOy3FnF77rmnlnjfx2jJzWNbeRkxDO1IQwjZyKiIh005EUaSJP7c0tqe3cEuZDC1JJiwnhtxtyPSaBfONQKYkRQcxK7n3Lut5EhwbyoYWpPLv9BDWN/e8C0N5ueWTj8TFJojTs4NQYkw5cBnTPSXwFMN35uhW4b7jPIyITy/p/XcWfbl4OwLSE8H5qD8wN52Wx/o7VhAb6syyrax3q9vxKjjn7oGbH9b3P13iVFhPK3h+t5foVmWcdiw/vGnnOSQxjelJEZzBe19Q6KfZ1ExERGY60mBDiwwPZMUGTIjW2tFFQUU+O8z+Tv5+L21ZNZXt+JRvzynvUbW1r563DpayeMbAtZDy5fkUmdc1tZ+W78OSedQf4/rN7xiSJ0kiMnP4c+DbQ/b+ja4A/WbeNQLQxJsXj2SIyKaVEhbBqRgLPf/l8vnvl7BG//oykrjuF7+SWcai4hshgf6JDA0b8ucZKWC8JDeKcab0A86dEMzslgsKKBg4X17D0xy/z0l73h8XuwiqKqxtpam1j78mJ+eEsIiIyFMYYFqVHT9iR02On67AWpiV23dC/dlk68eGB/HZDbo+6OwoqqW5sHfR60+4WpkUxf0oUj27M7/Mm9x/fyuP+N/P4zHmZY7IbwtD2dnAYY64GTlhrd54RtU8BuqfSLHTKTg3n+URk4lngTLMZaV+5ZDqNLW3MSY3i+8/u4WBxDQvSoryWDGk0dZ8iPW9KV7Klh949RmNLO49uzOfRjfm8nVvGJbMSyYoL48F3jvLmty4mIy7U0yVFREQmnYVp0byyv4SqhhaiQibWzeqOjPw53WabBQf4cfMF2dy77iC7C6uYn+ZeuvTGoVJcBi4YxBYyZzLGcP2KDP7t6d1sOV7hcV/253ee5Mf/2M8V85L59w/NHZP/sfodOTXGvGKM2ePh6xrge8APPJ3mocxjSG6MudUYs8UYs6W0tHRwrRcRnxUbFsh/fnQBN6zI5JYLsgEI9h/8Ws+JoPuHQURwAAvSonAZ+PMm92qKt3PLeDu3DHBvp7Oz0L0Wd7+2mxERER+yKMN9Q3y3h73Qx7sjpbUYA9nxPZcnXb8ik4ggf+57o2v09I1DpSzOiCFqmLPFrl44hYhgfx557+zESO/mlvGNJ3ewPDuWn39yEX6D2CJvOPoNTq21l1pr5535BeQB2cBOY8wxIA3YZoxJxj1Smt7tMmmAx416rLX3W2uXWWuXJSQMPtuUiMhNK7MAyEkcmbWt49Hlc5O5fkUG4J7+OzO553Y1H1+axs+uXUhDSxslNY0A7D2p4FRERHzHggmcFOlIaS1TokPOSqoYGRzADedl8uKeIo6U1lJW28SuwqohZek9U0igHx9fmsaLe05RVtvUWb73ZBW3PrKV7Pgw/nDDsrN2YRhNQ15zaq3dba1NtNZmWWuzcAekS6y1RcDzwGecrL0rgCprrab0isioSI8N5aWvr+LOq0Z+bet48bsblvLjD8/vfHz76qk9jq+ekcDybPeUnILyBgD2ad2piIj4kKiQAKYmhE3IpEjuTL2eb7LffEE2gX4ufv/GEd467J5petHMkRnU+/S5mbS0WZ54370is6C8npv+730igv15+Oblwx6dHaxhrTntwz+BK4FcoB747Cg9j4gIADOHkEp9Irtm0RSaWtuZlxrF6bqmznUnCRFBlNa4737u08ipiIj4mEXp0bx5qAxr7YTJQ9HebskrrePc7DiPx+PDg/jkOek8tjmfgvIGYsMCmZc6MlvnTUsMZ2VOHH/ZlM8nz0nnxv/bTFNLG3/+wkpSokJG5DkGY0T2OQVwRlDLnJ+ttfZL1toca+18a+2WkXoeERFx+8SydOakRnLhdHcqeWMM81K7pvuecjL3ioiI+IpF6dGU1TZxorLB200ZsFPVjTS0tPXI1Humz184lXYL7+WdZtX0eFwjuAb0+hWZnKhs4EO/epvCigYeuOmcHrsijKURC05FRMT7UqLddzlnJkVgLbx/tIIV//Eq3/zrTlrb2r3cOhERkdG1KN297nTnBJrae6SkFoCchN73ak+PDeWahe6tXIazhYwnl81JIjEiiOLqRn553WKPmXvHioJTEZFJZGlGDACLnYyFP11/kKLqRp7aWsimo+V9nSoiIjLhzUqOJNDfNaGSIh0pdYLTfhI73nHZDD68KJUPzB7Z4DTAz8Wv/2UJD950DpfPSx7Raw+WglMRkUnko0um8Ogt5/LVD0wH3Bt1L82MwWXgK49t53dvHKGt3bJuzyna23vfdFtERGQiCvR3MTc1ckKNnOaW1BIVEkBcWGCf9dJjQ/nFdYuJCB75JEXLs2NHfER2KBSciohMIsYYLpgeT3JkMIF+7rf4Wy7IJiY0kPK6Zu558QAPvXuM2x/dxhNbCrzcWhERkZG3KD2a3SeqJsxyliOlteQkhE2YBE6jScGpiMgk5HIZpsSEEBsWyKWzk1jpZPMFeHxzPgA7Cyq91TwREZFRsyg9moaWNg4V13q7KQNypLSu121kfI2CUxGRSeorl0zjrmvmEujv4j8+Mo+Xvr6K+PAgDjuJF/ad0lYzIiIy+XQkRdoxAW7CVjW0UFrT1GemXl+i4FREZJL66JI0PrjAndkvIjiAmckRrJjalYFvz4kq6ptbvdU8ERGRUZERG0pMaMCESIqU15EMSSOngIJTERGfcm52V3DabiGvtM6LrRERERmzgY59AAAYRklEQVR5xhgWpkdPiKRIR5zP4f4y9foKBaciIj5ksbPVzIwk94dgR/p6ERGRyWRRejSHSmqobRrfM4RyS2oJ8DOkx4R4uynjgoJTEREfMjc1kns/voA/3XwuLtO18beIiMhksjA9Gmthd+HYj57e8tD7PPj20QHVPVJaS1ZcGP5+CstAwamIiE8xxvCJZekkRwWTERvaOZ1IRERkMlmU5k6KtH2M153mltTw6oESHnr3GNb2v5+4exsZTentoOBURMRHTUsMZ8vxckqqG73dFBERkREVExbI1Pgwth0f24y96/YUAZBfXt9vVvyWtnbyT9crU283Ck5FRHzUbatzqG5o5Sf/3O/tpoiIiIy4JZkxbM+vGNAI5khZt7eIaYnhuExXoNqb46fraW235CSGjVHrxj8FpyIiPuqcrFhW5sRxsKjG200REREZcUsyYjhd18zx0/Vj8nyFFfXsOVHNtUvTWJ4dy4v9BKe5JdpG5kwKTkVEfFhWfBjHTteN6V1lERGRsbA0052hfuvxsVl3+tLeYgDWzk3minkp5JbUklvS+w3gjoz5UxWcdlJwKiLiw7Liw2hsaae4usnbTRERERlR0xPDiQjyZ2v+GAWne4qYlRxBVnwYa+cmA/Di7t5HT4+U1pIcGUx4kP+YtG8iUHAqIuLDsuJCAThapqy9IiIyubhchsWZMWwbg5HT0pom3j9e3hmUJkcFsyQjus+pvUdK67Te9AwKTkVEfFhWnPtD8fhpBaeThTHmWmPMXmNMuzFm2RnHvmuMyTXGHDTGrPVWG0VExsrSjBgOFtdQ09gyqs/zyv5irKUzOAW4Yl4K+05Vk+9hzau1lrySWqZpSm8PCk5FRHxYanQIAX6G4+VjkyxCxsQe4KPAm90LjTFzgOuAucDlwG+NMX5j3zwRkbGzJDMaa2FHwehuKfPS3iIyYkOZnRLRWXb5PGdq755TZ9UvqWmipqmVHG0j04OCUxERH+bnMqREhXCioqHfuuV1zTy7/YSSJ41z1tr91tqDHg5dAzxurW2y1h4FcoHlY9s6EZGxtSg9GmNGNylSdWML7+SWcfm8ZIwxneXpsaHMmxLpcWrvEWXq9UjBqYiIj5sSHcKJyt6D04q6ZuqaWrl33QG+/sQOHtl4nKqG0Z0eJaNiClDQ7XGhUyYiMmlFBAcwMyliVIPT1w+U0NJmWTs36axjV8xLYUdBJaeqen7OdmTqVXDak4JTEREflxrd+8hpeV0za37xJovvepnH33fHNT94bi/ffmrnWDZRzmCMecUYs8fD1zV9neahzOMwuDHmVmPMFmPMltLS0pFptIiIlyzNjGFHfiVt7aMz8+elvUUkRASxOD3mrGMdU3vXnTF6eqS0jrBAP5Iig0alTROVglMRER83JSaE4ppGmlvbzzp29wv7KK1pYlF6NCumxnL/DUsB2Hp8dNfuSN+stZdaa+d5+Hquj9MKgfRuj9OAk71c/35r7TJr7bKEhISRbLqIyJhbmhlDTVMrh/vYc3SoGlvaeP1AKWvmJOFynX0PMCchnBlJ4R6C01pyEsN7TAMWBaciIj4vLToEa6GoqrGzrKS6kRse2MTftp/gSxfn8OTt5/H4reexZm4y37liFmW1TVTVa2rvBPM8cJ0xJsgYkw1MBzZ7uU0iIqNuSYZ7RHPbKNxYffNQKQ0tbZ0jpJ5cPi+F94+VU1bbtaf4EWXq9UjBqYiIj5sSEwJAYUVXxt5HNx7nrcNlZMSGcvvqnB71Zya7MxH+4Pk91DW1jl1DZUCMMR8xxhQC5wH/MMa8BGCt3Qs8CewD1gFfsta2ea+lIiJjIzMulLiwwFFZd/rS3mIig/1ZMTWu1zpXzEum3cL6vcUA1DW1crKqUZl6PVBwKiLi4zJiQwE6t5Ox1vL8zpOszInjzW9fTERwQI/6s5zg9LkdJ3no3WO9XrexpU2Zfb3AWvs3a22atTbIWptkrV3b7dhPrLU51tqZ1toXvdlOEZGxYoxhSWYM2/JHNjhtaWvnlf3FXDo7iQC/3sOqWckRZMWFdm4pk1fq3ls8JyFsRNszGSg4FRHxcanRIQT6u8grreXZ7Sf4+SuHOXa6nqsWpHisnxwZzEUz3esQH3r3mMe94/JP1zPr++v486b8UW27iIjIQCzNjOFoWR2nu02tHa5NeeVUNbSwto8pveAOji+fl8J7R05TVd+iTL19UHAqIuLj/FyG7Lgw8krruOfFA/zy1cMALMuM9VjfGMNDn13ONy6bQWlNEx/+zTvkn67vUeeuF/YC8NqBktFtvIiIyAAszXTWneaP3LrTl/YWERLgx6rp/SeOu2JeMq3tlpf3F3OktBY/lyEjLnTE2jJZKDgVERGmJoTxxqFSiqrdSZFCAvz6nW70mZVZfO6CbADueyO3s9xay8a8cgBaRyltv4iIyGDMnxKFv8uM2NTe9nbLS3uLWD0jgZBAv37rL0iLIjUqmHV7TnGktJaM2FCC/Ps/z9f4e7sBIiLifdnxYT0CyTmpkfj3sX4GICokgDs/OIfimqYeI6QlNU3UOomSCsvreztdRERkzAQH+DF3StSIJUXaXlBJSU1Tn1l6uzPGsHZeMn/elE9iRBCzkiNHpB2TjUZORUSExU6a/YSIIBIigjg32/OUXk+WZERTXN3UuRVNx1qauamRFFY20K7RUxERGQeWZsSws6CSlraz9/UerPV7i/B3GS6elTjgc66Yl0JzazuFFQ3kJCoZkicaORURES6bk8TWOy8l0N9Fa5slLGjgHw8L06MB2FFQyeVRyRxxshCunpHA3pPVlNU2kRgZPCrtFhERGailmTE8+M5R9p2s7vzsGgprLev2FrFyWjxRIQH9n9Dt+ePDgyirbVIypF5o5FRERACICw8iIjiAmLBAAv0H/vEwJyUSf5dhe4F7qlReaS2hgX4sy3KPxt7y8JYRuUstIiIyHEsy3QHpcKf2Hiiq4fjpei6fO7ApvR38XIa1c5MAZertjYJTEREZluAAP5ZmxvDGwVLAnVp/bmoki9NjCA5wsftEFYeKa7zcShER8XUpUSGkRgUPOynSy/uKAbh0zsCn9Ha4aWUWVy1IYW6q1px6ouBURESG7bI5SRwoquHtw2XsO1XN2rnJxIQF8rcvng90bTguIiLiTUsyY9g2zJHT1w+WsDAtisSIwS9ZmZ4UwW/+ZQnBAcrU64mCUxERGbbL5iTh5zJc/8AmANY6U52y48MwBp7cUsDW4+XebKKIiAhLM2M4WdXIycqGIZ1fXtfMjoJKLpo5+FFT6Z8SIomIyLBlxoXx5G0reO1ACfNSo0iPdW8sHhzgR1JEMG8dLuOtw2W8/71LSYgI8nJrRUTEVy3NdOdD2JZfQWp0yKDPf/NQKdbCJYPI0isDp5FTEREZEUszY/nW2llcMT+lR3lRdWPnzw+/e2yMWyUiItJldkokwQGuISdFev1gCXFhgcyfEjXCLRMYZnBqjPmhMeaEMWaH83Vlt2PfNcbkGmMOGmPWDr+pIiIyEf3rZTOICPJnSnQIhRX13m6OiIj4sAA/FwvSotmWXznoc9vaLW8cKmX1zARcLjMKrZORGDn9ubV2kfP1TwBjzBzgOmAucDnwW2OMVv2KiPigr35gOrt+uIbEyCDKapu93RwREfFxSzNj2HuiisaWtkGdt6Ogksr6Fi7WetNRM1rTeq8BHrfWNllrjwK5wPJRei4RERnnjDGdG4+LiIh409KMGFrbLbsKqwZ13oaDJbgMrJqeMEotk5EITr9sjNlljHnQGBPjlE0BCrrVKXTKzmKMudUYs8UYs6W0tHQEmiMiIuNRQkQQpTUKTkVExLuWOEmRBrvu9PWDJSzNjCEqNGA0miUMIDg1xrxijNnj4esa4D4gB1gEnAJ+1nGah0tZT9e31t5vrV1mrV2WkKC7ECIik1V8eBDl9c20trV7uykiIuLDYsMCyY4PG1RwWlLdyJ4T1dpCZpT1u5WMtfbSgVzIGPMH4AXnYSGQ3u1wGnBy0K0TEZFJIyE8EGvde8QlRg5+43IREZGRsiQjhtcPltDWbvEbQHKjDYfcMzy13nR0DTdbb/f9Aj4C7HF+fh64zhgTZIzJBqYDm4fzXCIiMrF17G9aqnWnIiLiZR+YnUh5XTMv7jk1oPobDpaQFBnE7JSIUW6ZbxvumtN7jTG7jTG7gIuBOwCstXuBJ4F9wDrgS9bawaXDEhGRSSU+3B2cKmOviIh429q5yUxNCOPXr+XS3u5x9WGnlrZ23jpUxsUzEzFGW8iMpmEFp9baG6y18621C6y1V1trT3U79hNrbY61dqa19sXhN1VERCaylOgQAA4WVXeWnaxs4F+f3EFFnQJWEREZO34uw5cvnsaBohpe3l/cZ92txyuoaWrVetMxMFpbyYiIiPQwJTqEpZkxPLa5gPZ2S3u75Yr/fYtntp3gnSNlvLq/mNySGm83U0REfMTVC1PJjAvlV68dxtreR09fP1hCgJ/h/GlxY9g636TgVERExsynlmdwtKyO3SeqWL+vmKqGFgC+/dQubnl4Cz98fp+XWygiIr7C38/FFy/KYc+JajYc7H1Lyw0HSjknK5aIYG0hM9oUnIqIyJhZMTUWgIffPcZP/rmPjNhQAv1d1De70xKU1DR6s3kiIuJjPrI4jSnRIfyyl9HTE5UNHCyuUZbeMaLgVERExsyU6BBiwwJ5ZvsJmlvbuedj88mIDe08rmRJIiIylgL9Xdx+UQ7b8yt598jps45vOFgCwMWzFJyOBQWnIiIyZowxtLa1A/CNy2ayMiee4AD3R1FcWCDldc00tSq5u4iIjJ1rl6aRFBnEL189fNax1w+Ukh4bQk5CmBda5nsUnIqIyJi6aWUWAFcucG+V3eBM6V05LR6AkmrtgyoiImMnOMCP21blsOloOZuPlneWN7W28U6utpAZSwpORURkTH390hnsu2st4UH+AGTHhwNw3lR3FkStOxURkbH2qeUZxIcH8qvXukZPNx8tp6GlTetNx5CCUxERGVMulyE00L/z8U+vXcDvrl/KksxoAIo1cioiImMsJNCPz104lbcOl7E9vwJwT+kN8nexYqq2kBkrCk5FRMSrokMDuXxeMkkRwQAUVWnkVERExt71KzKJDg3gV6/lAu5kSOflxBES6OfllvkOBaciIjIuRIcGEBHkz+GSWm83RUREfFB4kD+3nJ/NawdK+MeuU+SV1WlK7xhTcCoiIuOCMYbl2bFsyjs7lb+IiMhYuPH8LCKC/fn2UzsBFJyOMQWnIiIybpyXE0deWZ2m9oqIiFdEBgfw2ZVZ1DW3MTUhjIy40P5PkhGj4FRERMaNjqQT7+WVebklE5cx5lpjzF5jTLsxZlm38suMMVuNMbud75d4s50iIuPVzRdkExnsz9q5yd5uis/x77+KiIjI2JiTEslfbz+PBWlR3m7KRLYH+Cjw+zPKy4APWWtPGmPmAS8BU8a6cSIi4110aCAbvnVx55ZnMnbU4yIiMm64XIZzsmK93YwJzVq7Hzhrw3hr7fZuD/cCwcaYIGut9u4RETlDbFigt5vgkzStV0RExPd8DNjeW2BqjLnVGLPFGLOltLR0jJsmIiK+SiOnIiIiE4wx5hXA02Ko71lrn+vn3LnAfwFreqtjrb0fuB9g2bJldhhNFRERGTAFpyIiIhOMtfbSoZxnjEkD/gZ8xlp7ZGRbJSIiMjya1isiIuIDjDHRwD+A71pr3/F2e0RERM6k4FRERGQSMcZ8xBhTCJwH/MMY85Jz6MvANOD7xpgdzpd2lxcRkXFD03pFREQmEWvt33BP3T2z/MfAj8e+RSIiIgOjkVMRERERERHxOgWnIiIiIiIi4nUKTkVERERERMTrFJyKiIiIiIiI1xlrx8/e2saYUuD4CF0uHigboWv5KvXhyFA/Dp/6cPh8tQ8zrbUJ3m7ERDbCn80Tka++doZCfTVw6qvBUX8N3EToq14/m8dVcDqSjDFbrLXLvN2OiUx9ODLUj8OnPhw+9aHI0Oi1M3Dqq4FTXw2O+mvgJnpfaVqviIiIiIiIeJ2CUxEREREREfG6yRyc3u/tBkwC6sORoX4cPvXh8KkPRYZGr52BU18NnPpqcNRfAzeh+2rSrjkVERERERGRiWMyj5yKiIiIiIjIBDHpglNjzOXGmIPGmFxjzHe83Z7xzBjzoDGmxBizp1tZrDHmZWPMYed7jFNujDG/dPp1lzFmifdaPn4YY9KNMa8bY/YbY/YaY77mlKsfB8gYE2yM2WyM2en04Y+c8mxjzCanD58wxgQ65UHO41zneJY32z+eGGP8jDHbjTEvOI/VhyID4OG1Y4wxPzHGHHLe37/ardyn38M99NVbxpgdztdJY8yzTrn66uy++oAxZpvTV28bY6Y55XpPxmN/XeL01x5jzMPGGH+n3Kf/towxx4wxu52/oy1O2aT5v3NSBafGGD/gN8AVwBzgU8aYOd5t1bj2EHD5GWXfAV611k4HXnUeg7tPpztftwL3jVEbx7tW4BvW2tnACuBLzt+c+nHgmoBLrLULgUXA5caYFcB/AT93+rACuMWpfwtQYa2dBvzcqSduXwP2d3usPhQZmDNfOzcB6cAs5/39cadc7+Fn9JW19kJr7SJr7SLgPeAZ55D66uy/q/uATzt99RfgTqdc78lunf1ljHEBDwPXWWvn4d5r+Uannv624GLnddexZcyk+b9zUgWnwHIg11qbZ61txv1hco2X2zRuWWvfBMrPKL4G95sBzvcPdyv/k3XbCEQbY1LGpqXjl7X2lLV2m/NzDe431SmoHwfM6Yta52GA82WBS4CnnPIz+7Cjb58CPmCMMWPU3HHLGJMGXAX80XlsUB+K9OvM147jC8Bd1tp2AGttiVPu0+/hvfRVx7EI3O85zzpF6quz+8oCkc7PUcBJ52eff0/20F9xQJO19pDz+GXgY87PPv231YtJ83/nZAtOpwAF3R4XOmUycEnW2lPgDryARKdcfdsPZxrOYmAT6sdBcaby7ABKcH8AHQEqrbWtTpXu/dTZh87xKtwfYr7uF8C3gXbncRzqQ5GBOPO1A5ADfNIYs8UY86IxZrpT7uvv4Z76qsNHcI/cVDuP1Vdn99XngH8aYwqBG4B7nHK9J5/dX2VAgDGmY2Tw47hnM4D+tiyw3hiz1Rhzq1M2af7vnGzBqae7TEpHPDLUt30wxoQDTwNf7/bB7LGqhzKf70drbZszzSkN9wyI2Z6qOd/Vh2cwxnwQKLHWbu1e7KGq+lCkm15eOwBBQKMzZe4PwIMdp3i4jE+8dvroqw6fAh7rfoqHOr7eV3cAV1pr04D/A/6n4xQPl/GJvgLP/WXd24lcB/zcGLMZqMG9lAp8vL+A8621S3BP2f2SMWZVH3UnXF/5e7sBI6yQrrsq4P5H92QvdcWzYmNMirX2lDPs3zGVSX3bC2NMAO7A9M/W2o61NurHIbDWVhpjNuBevxttjPF37iJ376eOPix0kiNEcfb0dF9zPnC1MeZKIBj3tLFfoD4U6c9Zrx1jzKO4XyNPO3X+hjuQAN9+D/fYV9ba640xcbhvLH6kW331Vc+++gfuNcybnDpPAOucn339PbnXvy3gQgBjzBpghlPfl/+2sNaedL6XGGP+hvu1N2n+75xsI6fvA9ONO0NlIO47Ls97uU0TzfN0LTi/EXiuW/lnnKxfK4CqjukDvsxZE/IAsN9a+z/dDqkfB8gYk2CMiXZ+DgEuxb1293Xc03jg7D7s6NuPA69ZH9+w2Vr7XWttmrU2C/f73mvW2k+jPhTpUy+vnetxr5u8xKm2GuhY9+az7+F99BXAtcAL1trGbqeor7r1Fe61f1HGmI4A6zK6kiX59Htyb39bxphEcGczBv4N+J1zis/+bRljwpz13RhjwoA1wB4m0f+dk2rk1Frbaoz5MvAS4Ac8aK3d6+VmjVvGmMeAi4B4Z/3Dv+Ne//CkMeYWIB/3Bw7AP4ErgVygHvjsmDd4fDof97qR3c6aSYD/h/pxMFKAh51s2y7gSWvtC8aYfcDjxpgfA9tx3wTA+f6IMSYX953l67zR6Ani31AfigzFPcCfjTF3ALW41wqC3sN7cx1d6yc7qK+6cf5H/TzwtDGmHXcG9Zudw3pP9uxbzpRfF3CftfY1p9yX/7aSgL85+bL8gb9Ya9cZY95nkvzfaXzoxoyIiIiIiIiMU5NtWq+IiIiIiIhMQApORURERERExOsUnIqIiIiIiIjXKTgVERERERERr1NwKiIiIiIiIl6n4FRERERERES8TsGpiIiIiIiIeJ2CUxEREREREfG6/w/MITI23iP/3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 最后输出的盈亏比例\n",
    "profit = 0\n",
    "# 遍历跌幅最大的3只股票 \n",
    "for stock_id in stock_sort_num:\n",
    "    profit += show_buy_lower(stock_id)\n",
    "    \n",
    "print(profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据我的计算结果，似乎并不满足作者的思路，即正态分布买点，所以，任何金融的思想都尽量自己验证一下"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
